diff --git a/Parameter_studies_and_optimization/lesson3/lesson3.ipynb b/Parameter_studies_and_optimization/lesson3/lesson3.ipynb
index f6596e67..d50796cd 100644
--- a/Parameter_studies_and_optimization/lesson3/lesson3.ipynb
+++ b/Parameter_studies_and_optimization/lesson3/lesson3.ipynb
@@ -120,9 +120,9 @@
     "````{admonition} Installing Python, Jupyter, and AnyPyTools\n",
     ":class: tip dropdown\n",
     "\n",
-    "The absolute easiest way to get the notebook running is with the [Pixi](https://pixi.sh/) package manager.\n",
+    "The absolute easiest way to get the notebook running is with the [Pixi](https://pixi.prefix.dev/) package manager.\n",
     "\n",
-    "Simply run the following command in a powershell terminal to install Pixi (or see [here for altinative installation methods](https://pixi.sh/latest/#__tabbed_1_2)):\n",
+    "Simply run the following command in a powershell terminal to install Pixi (or see [here for altinative installation methods](https://pixi.prefix.dev/latest/installation/)):\n",
     "\n",
     "```powershell\n",
     "iwr -useb https://pixi.sh/install.ps1 | iex\n",
diff --git a/contributing.md b/contributing.md
index 2bec59aa..801eeab2 100644
--- a/contributing.md
+++ b/contributing.md
@@ -43,7 +43,7 @@ them locally to view the layout and see results before pushing changes to the
 server. It is often not necesssary when making small fixes to existing
 tutorials. But when writing major new sections it nice to view how things look.
 
-The easiest way to install needed packages tools, is to have the [pixi package manger](https://pixi.sh) installed.
+The easiest way to install needed packages tools, is to have the [pixi package manger](https://pixi.prefix.dev/) installed.
 
 Then run the following commands to install the necesssary packages.
 
diff --git a/pixi.lock b/pixi.lock
index f5b109d9..1d9e92b2 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -3,157 +3,158 @@ environments:
   default:
     channels:
     - url: https://prefix.dev/conda-forge/
-    - url: https://prefix.dev/anybody/
+    - url: https://conda.anaconda.org/anybody/
+    - url: https://conda.anaconda.org/anybody/label/rc/
     packages:
       linux-64:
       - conda: https://prefix.dev/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://prefix.dev/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
+      - conda: https://prefix.dev/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
       - conda: https://prefix.dev/conda-forge/noarch/accessible-pygments-0.0.5-pyhd8ed1ab_1.conda
       - conda: https://prefix.dev/conda-forge/noarch/alabaster-1.0.0-pyhd8ed1ab_1.conda
-      - conda: https://prefix.dev/conda-forge/noarch/anyio-4.9.0-pyh29332c3_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/anypytools-1.13.1-py312h7900ff3_1.conda
-      - conda: https://prefix.dev/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://prefix.dev/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/anyio-4.12.0-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/anypytools-1.20.2-py313hd190ac3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
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-      - conda: https://prefix.dev/conda-forge/linux-64/ca-certificates-2025.1.31-hbcca054_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/backports.zstd-1.3.0-py313h18e8e13_0.conda
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   license_family: BSD
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-  - liblapacke =3.9.0=31*_mkl
-  - liblapack =3.9.0=31*_mkl
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@@ -2533,6 +2890,7 @@ packages:
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 - conda: https://prefix.dev/conda-forge/linux-64/libev-4.33-hd590300_2.conda
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-  - vc >=14.1,<15.0a0
-  - vs2015_runtime >=14.16.27012
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+- conda: https://prefix.dev/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
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+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
   license: MIT
   license_family: MIT
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-- conda: https://prefix.dev/conda-forge/linux-64/zeromq-4.3.5-h3b0a872_7.conda
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+  - libstdcxx >=14
+  - libgcc >=14
   - __glibc >=2.17,<3.0.a0
-  - krb5 >=1.21.3,<1.22.0a0
-  - libgcc >=13
+  - libgcc >=14
   - libsodium >=1.0.20,<1.0.21.0a0
-  - libstdcxx >=13
+  - krb5 >=1.21.3,<1.22.0a0
   license: MPL-2.0
   license_family: MOZILLA
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-- conda: https://prefix.dev/conda-forge/win-64/zeromq-4.3.5-ha9f60a1_7.conda
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-  - libsodium >=1.0.20,<1.0.21.0a0
+  purls: []
+  size: 310648
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+- conda: https://prefix.dev/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
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+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - libsodium >=1.0.20,<1.0.21.0a0
+  - krb5 >=1.21.3,<1.22.0a0
   license: MPL-2.0
   license_family: MOZILLA
-  size: 2527503
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-- conda: https://prefix.dev/conda-forge/noarch/zipp-3.21.0-pyhd8ed1ab_1.conda
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+- conda: https://prefix.dev/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda
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+  md5: 30cd29cb87d819caead4d55184c1d115
   depends:
-  - python >=3.9
+  - python >=3.10
+  - python
   license: MIT
   license_family: MIT
-  size: 21809
-  timestamp: 1732827613585
-- conda: https://prefix.dev/conda-forge/linux-64/zstandard-0.23.0-py312h66e93f0_1.conda
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+  - pkg:pypi/zipp?source=compressed-mapping
+  size: 24194
+  timestamp: 1764460141901
+- conda: https://prefix.dev/conda-forge/linux-64/zlib-ng-2.3.2-hceb46e0_1.conda
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   depends:
   - __glibc >=2.17,<3.0.a0
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-  - libgcc >=13
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-  - python_abi 3.12.* *_cp312
-  license: BSD-3-Clause
-  license_family: BSD
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-  timestamp: 1741853415477
-- conda: https://prefix.dev/conda-forge/win-64/zstandard-0.23.0-py312h4389bb4_1.conda
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-  depends:
-  - cffi >=1.11
-  - python >=3.12,<3.13.0a0
-  - python_abi 3.12.* *_cp312
+  - libgcc >=14
+  - libstdcxx >=14
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 122303
+  timestamp: 1766076745735
+- conda: https://prefix.dev/conda-forge/win-64/zlib-ng-2.3.2-h0261ad2_1.conda
+  sha256: e058e925bed8d9e5227cecc098e02992813046fd89206194435e975a9f6eff56
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   - ucrt >=10.0.20348.0
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-  license: BSD-3-Clause
-  license_family: BSD
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-- conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
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+  license: Zlib
+  license_family: Other
+  purls: []
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+  timestamp: 1766076739436
+- conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
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   - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - libstdcxx >=13
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   license: BSD-3-Clause
   license_family: BSD
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-- conda: https://prefix.dev/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
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-  - libzlib >=1.3.1,<2.0a0
+  purls: []
+  size: 601375
+  timestamp: 1764777111296
+- conda: https://prefix.dev/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
+  sha256: 368d8628424966fd8f9c8018326a9c779e06913dd39e646cf331226acc90e5b2
+  md5: 053b84beec00b71ea8ff7a4f84b55207
+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  - libzlib >=1.3.1,<2.0a0
   license: BSD-3-Clause
   license_family: BSD
-  size: 354697
-  timestamp: 1742433568506
+  purls: []
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+  timestamp: 1764777142545
diff --git a/pixi.toml b/pixi.toml
index e7b10e79..51861b0f 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -1,9 +1,9 @@
-[project]
+[workspace]
 name = "anybody-tutorial"
 version = "0.1.0"
 description = "Python enviroments for AnyBody's Tutorials"
 authors = ["Morten Enemark Lund <mel@anybodytech.com>"]
-channels = ["https://prefix.dev/conda-forge", "https://prefix.dev/anybody"]
+channels = ["https://prefix.dev/conda-forge", "anybody", "anybody/label/rc"]
 
 platforms = ["win-64","linux-64"]
 
@@ -20,39 +20,46 @@ livehtml = "sphinx-autobuild . _build --port=0  --open-browser -j=4"
 
 
 [dependencies]
-python = ">=3.12,<3.13"
-sphinxext-opengraph = ">=0.9.1,<0.10"
+python = ">=3.13,<3.14"
+sphinxext-opengraph = ">=0.13.0,<0.14"
 sphinx-copybutton = ">=0.5.2,<0.6"
 sphinxcontrib-youtube = ">=1.4.1,<2"
 linkify-it-py = ">=2.0.3,<3"
-ipython = ">=9.0.2,<10"
+ipython = ">=9.8.0,<10"
 make = ">=4.4.1,<5"
-sphinx-autobuild = ">=2024.10.3,<2025"
-sphinx-simplepdf = ">=1.6.0,<2"
+sphinx-autobuild = ">=2025.8.25,<2026"
+sphinx-simplepdf = ">=1.7.0,<2"
 sphinx = ">=8.2.3,<9"
-pygments_anyscript = ">=1.4.0,<2"
+pygments_anyscript = ">=1.5.0,<2"
 sphinx-togglebutton = ">=0.3.2,<0.4"
 sphinx-design = ">=0.6.1,<0.7"
 jinja2 = ">=3.1.6,<4"
-tomli = ">=2.2.1,<3"
-pytest = ">=8.3.5,<9"
+tomli = ">=2.3.0,<3"
+pytest = ">=9.0.2,<10"
 myst-parser = ">=4.0.1,<5"
 sphinx-book-theme = ">=1.1.4,<2"
-myst-nb = ">=1.2.0,<2"
-anypytools = ">=1.13.1,<2"
-scipy = ">=1.15.2,<2"
-ipywidgets = ">=8.1.5,<9"
+myst-nb = ">=1.3.0,<2"
+anypytools = ">=1.20.2,<2"
+scipy = ">=1.16.3,<2"
+ipywidgets = ">=8.1.8,<9"
 pydata-sphinx-theme = ">=0.15.4,<0.16"
 sphinx-reredirects = ">=1.0.0,<2"
 
 
+[feature.test.pypi-options.dependency-overrides]
+pytest = ">=9.0.2,<10"
+
+[feature.test.pypi-dependencies]
+pytest-split = ">=0.10.0"
+
+
 [feature.test.target.win-64.dependencies]
-pytest = "*"
-pytest-xdist = "*"
-anypytools = "*"
-debugpy = "*"
-pytest-split = "*"
-anybodycon = "==8.1.0"
+pytest = ">=9.0.2,<10"
+pytest-xdist = ">=3.8.0,<4"
+anypytools = ">=1.20.2,<2"
+debugpy = ">=1.8.19,<2"
+# pytest-split = ">=0.10.0"
+anybodycon = ">=8.2.0beta8"
 
 [feature.test.target.win-64.tasks]
 pytest = "pytest"